3 papers
cs.AI2024
Learning states enhanced knowledge tracing: Simulating the diversity in real-world learning process
Shanshan Wang, Xueying Zhang, Keyang Wang +2
The Knowledge Tracing (KT) task focuses on predicting a learner's future performance based on the historical interactions. The knowledge state plays a key role in learning process.…
cs.LG2024
Dual-State Personalized Knowledge Tracing with Emotional Incorporation
Shanshan Wang, Fangzheng Yuan, Keyang Wang +3
Knowledge tracing has been widely used in online learning systems to guide the students' future learning. However, most existing KT models primarily focus on extracting abundant in…
cs.AI2024
Personalized Forgetting Mechanism with Concept-Driven Knowledge Tracing
Shanshan Wang, Ying Hu, Xun Yang +3
Knowledge Tracing (KT) aims to trace changes in students' knowledge states throughout their entire learning process by analyzing their historical learning data and predicting their…